Factors of overtraining with fuzzy ARTMAP neural networks

Proceedings of the International Joint Conference on Neural Networks

Volumn 2, Issue , 2005, Pages 1075-1080

  Henniges, Philippe ^a   Granger, Eric ^a   Sabourin, Robert ^a  

^a Laboratoire d'Imagerie de Vision et d'Intelligence Artificielle (LIVIA)   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

CONVERGENCE OF NUMERICAL METHODS; DATA STRUCTURES; DECISION THEORY; FUZZY CONTROL; PATTERN RECOGNITION; PROBLEM SOLVING;

DATA SET STRUCTURE; DECISION BOUNDARIES; GENERALISATION ERROR;

NEURAL NETWORKS;

EID: 33745953747     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2005.1556002     Document Type: Conference Paper

References (20)

1. Carpenter G.A., & Grossberg S., "A Massively Parallel Architecture for a Self-Organizing Neural Pattern Recognition Machine", Computer. Vision. Graphics and Image Processing, 37, 54-115, 1987.
2. Carpenter G.A., Grossberg S., & Rosen D.B., "Fuzzy ART: Fast Stable Learning and Categorizing of Analog Patterns by an Adaptive Resonance System", Neural Networks, 4(6), 759-771, 1991.
3. Carpenter G.A., Grossberg S., & Reynold J.H., "ARTMAP: Supervised Real-Time Learning and Classification of Nonstationary Data by a Self-Organising Neural Network", Neural Networks, 4, 565-588, 1991.
4. Carpenter, G.A., Grossberg S., Markuzon N. Reynolds J.H. & Rosen D.B., "Fuzzy ARTMAP: A Neural Network Architecture for Incremental Supervised Learning of Analog Multidimensional Maps", IEEE Trans. on Neural Networks, 3 (5), 698-713, 1992.
5. Carpenter G.A. and Tan A.H., "Rule Extraction, Fuzzy ARTMAP and Medical Databases", Proceeding, World Congress on Neural Networks, Vol. I, pp.501-506, 1993.
6. Carpenter, G.A., "Distributed ART Networks for Learning, Recognition and Prediction", World Congress on Neural Networks, International Neural Network Society 1996 Annual Meeting, p 333-44, 1996.
7. Carpenter, G.A., Gjaja, M.N., Gopal, S., & Woodcock, C.E., "ART Neural Networks for Remote Sesing: Vegetation Classification from Landsat TM and Terrain Data", IEEE transaction on geosciences and remote sensing, vol. 35, no. 2, 1997.
8. Georgiopoulos, M., Koufakou, A., Anagnostopoulos, G.C., & Kasparis, T., "Overtraining in Fuzzy ARTMAP: Myth or Reality?", Proceedings of the International Joint Conference on Neural Networks, Vol. 2, pp. 1186-1190, 2001.
9. Gomez Sanchez, E., Dimitriadis Y.A., Cano-Izquierdo, J.M., & Coronado, J.L., "MicroARTMAP: Use of Mutual Information for Category Reduction in Fuzzy ARTMAP". Proceedings of the International Joint Conference on Neural Networks, vol. 6, 47-52, 2000.
10. Granger, E., Rubin, M., Grossberg, S., & Lavoie, P., "A What-and-Where Fusion Neural Network for Recognition and Tracking of Multiple Radar Emitters", Neural Networks, 14, 325-344, 2001.
11. Koufakou, A., Georgiopoulos, M., Anagnostopoulos, G., & Kasparis, T., "Cross-Validation in Fuzzy ARTMAP for Large Databases", Neural Networks, 14, 1279-1291, 2001.
12. Lerner B., & Vigdor B., "An Empirical Study of Fuzzy ARTMAP Applied to Cytogenetics", IEEE Convention of Electrical & Electronics Engineers in Israel, 301-304, 2004.
13. Murshed N.A., Bortolozzi F., Sabourin R., "A Cognitive Approach to Signature Verification. International Journal of Pattern Recognition and Artificial Intelligence", Special issue on Bank Cheques Processing, vol. 11, no. 7, 1997, pp. 801-825, 1997.
14. Sumathi, S., Sivanandam, S.N., Jagadeeswari., "Design of Soft Computing Models for Data Mining Applications", Indian Journal of Engineering and Materials Sciences, v 7, n 3, p 107-21, 2000.
15. Stone, M., "Cross-Validatory Choice and Assessment of Statistical Predictions", Journal of the Royal Statistical Society, 111-47, 1974.
16. Stone, M., "Asymptotics For and Against Cross-Validation", Biometrica 64, 39-35, 1977.
17. Tay, Y. H., Khalid, M., Tan, K. K., & Yusof, R., "Hand-Written Postcode Recognition by Fuzzy ARTMAP Neural Network", COSTAM National Science Congress, Genting Highlands, November, 1997.
18. G. Valentim, "Ensemble Methods Based on Bias-Variance Analysis", University of Genova, DISI-TH-2003-June 24, 2003
19. Verzi, S.J., Heileman, G.L., Georgiopoulos, M., & Healy, M.J., "Boosted ARTMAP", IEEE International Joint Conference on Neural Networks Proceedings, vol. 1, 396-401, 1998.
20. Williamson, J. R., "Gaussian ARTMAP: A Neural Network for Fast Incremental Learning of Noisy Multidimensional Maps", Neural Networks, 9 (5), 881-897, 1996.